Factors Affecting Power: Significance level (1 of 2)
A second important factor affecting power is the
significance level chosen. The more
conservative (lower) the significance level, the lower the power.
Thus, using the 0.01 level will result in lower power than using the
0.05 level. In the
example, assuming σ = 50
and N = 25, the null hypothesis is rejected at the 0.05 level if M ≤ -19.6
or M ≥ 19.6
and is rejected at the 0.01 level if M ≤ -25.8 or M > 25.8. (Click
here for calculations.)
The figure below shows the
power for the 0.05 and 0.01 levels for three values of
µ
diff. The most darkly shaded area

is
the power using the 0.01 level. The area in gray

is
the difference in power between the 0.05 and 0.01 levels.